Multiclass classifiers vs multiple binary classifiers using filters for feature selection.
Noelia Sánchez-MaroñoAmparo Alonso-BetanzosPablo Garcia-GonzalezVerónica Bolón-CanedoPublished in: IJCNN (2010)
Keyphrases
- multi class
- binary classifiers
- feature selection
- multiclass classification
- error correcting output codes
- multiple classes
- multiclass problems
- binary classification
- multi class classification
- class probabilities
- binary classification problems
- support vector machine
- multi class classification problems
- pairwise
- cost sensitive
- ls svms
- multi label classification
- multi class classifier
- multi task
- single class
- text categorization
- perceptron algorithm
- multi class problems
- support vector
- data sets
- cross validation
- training samples
- dimensionality reduction
- active learning
- reinforcement learning
- feature extraction
- decision trees
- machine learning